{"id":"W4229726616","doi":"10.28926/riset_konseptual.v4i1.180","title":"","year":2020,"lang":"","type":"article","venue":"Jurnal Pendidikan Riset dan Konseptual","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Physics; Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004015702,0.00237438,0.00265075,0.0007313127,0.002348051,0.003022845,0.009167301,0.0008228456,0.0003086426],"category_scores_gemma":[0.006100731,0.002456065,0.001816931,0.004272072,0.001582491,0.005395572,0.003295951,0.004537128,0.0004787676],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005174697,"about_ca_system_score_gemma":0.006137056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001976085,"about_ca_topic_score_gemma":0.00004733707,"domain_scores_codex":[0.9780104,0.004505365,0.004109779,0.004746818,0.004516923,0.004110677],"domain_scores_gemma":[0.9801152,0.003561994,0.002351969,0.002835118,0.001121696,0.01001399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003444785,0.005482045,0.08800869,0.0009787341,0.001850543,0.004101715,0.3242642,0.001391929,0.03195206,0.07853715,0.05700223,0.402986],"study_design_scores_gemma":[0.02208585,0.01989766,0.3539989,0.001531173,0.002013396,0.003098464,0.05460345,0.1480627,0.0329047,0.008186816,0.3410489,0.012568],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7053466,0.0032545,0.137139,0.1453311,0.006233535,0.00152595,0.0003509129,0.000440979,0.0003773624],"genre_scores_gemma":[0.7856272,0.0009534165,0.1737723,0.03158352,0.007510588,0.0001311154,0.00008571801,0.0001767084,0.0001593934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.390418,"threshold_uncertainty_score":0.9994972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0758963364921069,"score_gpt":0.3186191896144533,"score_spread":0.2427228531223464,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}